{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Demonstration of k-means assumptions\n",
    "\n",
    "\n",
    "This example is meant to illustrate situations where k-means will produce\n",
    "unintuitive and possibly unexpected clusters. In the first three plots, the\n",
    "input data does not conform to some implicit assumption that k-means makes and\n",
    "undesirable clusters are produced as a result. In the last plot, k-means\n",
    "returns intuitive clusters despite unevenly sized blobs.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Author: Phil Roth <mr.phil.roth@gmail.com>\n",
    "# License: BSD 3 clause\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 12))\n",
    "\n",
    "n_samples = 1500\n",
    "random_state = 170\n",
    "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n",
    "\n",
    "# Incorrect number of clusters\n",
    "y_pred = KMeans(n_clusters=2, random_state=random_state).fit_predict(X)\n",
    "\n",
    "plt.subplot(221)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.title(\"Incorrect Number of Blobs\")\n",
    "\n",
    "# Anisotropicly distributed data\n",
    "transformation = [[0.60834549, -0.63667341], [-0.40887718, 0.85253229]]\n",
    "X_aniso = np.dot(X, transformation)\n",
    "y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_aniso)\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.scatter(X_aniso[:, 0], X_aniso[:, 1], c=y_pred)\n",
    "plt.title(\"Anisotropicly Distributed Blobs\")\n",
    "\n",
    "# Different variance\n",
    "X_varied, y_varied = make_blobs(n_samples=n_samples,\n",
    "                                cluster_std=[1.0, 2.5, 0.5],\n",
    "                                random_state=random_state)\n",
    "y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_varied)\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.scatter(X_varied[:, 0], X_varied[:, 1], c=y_pred)\n",
    "plt.title(\"Unequal Variance\")\n",
    "\n",
    "# Unevenly sized blobs\n",
    "X_filtered = np.vstack((X[y == 0][:500], X[y == 1][:100], X[y == 2][:10]))\n",
    "y_pred = KMeans(n_clusters=3,\n",
    "                random_state=random_state).fit_predict(X_filtered)\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.scatter(X_filtered[:, 0], X_filtered[:, 1], c=y_pred)\n",
    "plt.title(\"Unevenly Sized Blobs\")\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
